{"id":"W4293744132","doi":"10.1016/j.oraloncology.2022.106089","title":"Factors predicting pharyngocutaneous fistula in patients after salvage laryngectomy for laryngeal malignancy – A multicenter collaborative cohort study","year":2022,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University Health Network; University of Toronto; Mount Sinai Hospital; Health Sciences Centre","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Laryngectomy; Surgery; Retrospective cohort study; Malignancy; Fistula; Radiation therapy; Cohort; Salvage therapy; Cancer; Surgical margin; Larynx; Internal medicine; Chemotherapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008834936,0.000587166,0.000843017,0.0007926071,0.00135655,0.001416891,0.001168232,0.001111622,0.002048173],"category_scores_gemma":[0.002185377,0.0008424593,0.001528648,0.001428196,0.0005095588,0.001252748,0.001005795,0.001327784,0.0004056668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005325868,"about_ca_system_score_gemma":0.0008084517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00972084,"about_ca_topic_score_gemma":0.01203039,"domain_scores_codex":[0.9991342,0.0001753575,0.00008748743,0.0003202233,0.0001029054,0.0001797975],"domain_scores_gemma":[0.9981874,0.0002181616,0.0006189424,0.0003377493,0.0002008944,0.0004369601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001844455,0.0000916064,0.9985691,0.000005051616,0.0001401835,0.0001615506,0.000111781,0.00002558157,0.0002229517,0.0000161986,0.0001541068,0.0003174057],"study_design_scores_gemma":[0.0000334415,0.0001531586,0.9979764,0.000006471349,0.0001273553,0.0005114213,0.0007342526,0.0002024491,0.00004367284,0.0000232619,0.0001774141,0.00001070097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99926,0.00009776277,0.00006478069,0.00004560308,0.00001447716,0.0000105064,0.0003298537,0.000002681791,0.0001742901],"genre_scores_gemma":[0.9990626,0.00007711135,0.0000619131,0.00003703645,0.00002558845,0.0000141965,0.0005556093,0.000004126223,0.000161871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00972084,"threshold_uncertainty_score":0.01932847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408516841323089,"score_gpt":0.2958883230717297,"score_spread":0.2818031546584989,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}